Headline

Ex - PwC | GenAI / AI Engineer | LLMs, RAG, NLP, Python, FastAPI, Azure, MLOps | Turning AI into reliable, production-grade systems

About

I'm an AI Engineer with 4 years of experience turning large language models and machine learning into production systems teams actually rely on. At PwC, I designed enterprise GenAI applications — LLM-powered retrieval, retrieval-augmented generation (RAG) pipelines, and NLP automation — on Microsoft Azure, alongside FastAPI backends and MLOps delivery through Azure Databricks and CI/CD. Today at AInsurco, I build Python pricing and valuation engines for reinsurance, rebuilding legacy Access/VBA treaty systems into automated, auditable models reconciled to penny-level accuracy. What I work with: • GenAI & LLMs — RAG, retrieval pipelines, prompt & context engineering, agentic workflows, vector search (FAISS), OpenAI/Gemini/Claude • Backend — Python, FastAPI, REST APIs, microservices, Pydantic, SQL • ML & MLOps — NLP, ML pipelines, PySpark, Azure Databricks, CI/CD, Docker • Cloud — Microsoft Azure (Functions, Logic Apps, Databricks), AWS (EC2, S3) A few things I've shipped: • Delivered 3 enterprise GenAI applications that improved workflow efficiency by 25% • Built a ServiceNow automation platform that cut manual investigation effort by 75% • Automated ML deployment to ship 10+ models/month and raise release efficiency by 90% • Rebuilt legacy actuarial systems in Python — 85% faster runtime, 90% less manual work, 100% reconciliation accuracy I value exact, auditable results over approximation, and building AI that holds up in production. Open to connecting with teams working on applied GenAI, LLM applications, and AI platform engineering.

Location

Bengaluru

AI stack

claude

codex

gemini

midjourney

openai

huggingface

Work experience

Python Developer at AInsurCo, Dec 2025 - Present · 11 mos, London Area, United Kingdom

Associate at PwC India, Apr 2024 - Dec 2025 · 1 yr 9 mos, Kolkata, West Bengal, India · Hybrid

Senior Analyst at PwC India, Jul 2023 - Apr 2024 · 10 mos, Kolkata, West Bengal, India · Hybrid

Internship Trainee at PwC India, Jan 2023 - Jul 2023 · 7 mos, Kolkata, West Bengal, India · Hybrid

Education

Bachelor of Technology - BTech, Computer Science, Lakshmi Narain College of Technology, Kalchuri Nagar, Raisen Road, Post Klua, Bhopal-462021